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Models/InstructABSA

InstructABSA

Reported on 24 benchmarks across 3 tasks · 1 paper · 18 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing27 results

Sentiment AnalysisonSemEval 2014 Task 4 Subtask 1+2
F1· 2023-02-16
79.34
best: 83.76 (gpt-3.5 finetuned)
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Sentiment AnalysisonSemEval 2014 Task 4 Sub Task 1
Laptop (F1)· 2023-02-16
92.3
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Sentiment AnalysisonSemEval 2014 Task 4 Sub Task 1
Restaurant (F1)· 2023-02-16
92.76
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Sentiment AnalysisonSemEval 2014 Task 4 Laptop
F1· 2023-02-16
79.34
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Sentiment AnalysisonSemEval-2014 Task-4
Laptop (F1)· 2023-02-16
92.3
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Sentiment AnalysisonSemEval-2014 Task-4
Mean F1 (Laptop + Restaurant)· 2023-02-16
92.53
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Sentiment AnalysisonSemEval-2014 Task-4
Restaurant (F1)· 2023-02-16
92.76
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect-Based Sentiment Analysis (ABSA)onSemEval 2014 Task 4 Subtask 1+2
F1· 2023-02-16
79.34
best: 83.76 (gpt-3.5 finetuned)
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect-Based Sentiment Analysis (ABSA)onSemEval 2014 Task 4 Sub Task 1
Laptop (F1)· 2023-02-16
92.3
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect-Based Sentiment Analysis (ABSA)onSemEval 2014 Task 4 Sub Task 1
Restaurant (F1)· 2023-02-16
92.76
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect-Based Sentiment Analysis (ABSA)onSemEval 2014 Task 4 Laptop
F1· 2023-02-16
79.34
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Laptop (F1)· 2023-02-16
92.3
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Mean F1 (Laptop + Restaurant)· 2023-02-16
92.53
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Restaurant (F1)· 2023-02-16
92.76
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect ExtractiononSemEval-2014 Task-4
Laptop (F1)· 2023-02-16
92.3
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect ExtractiononSemEval-2014 Task-4
Mean F1 (Laptop + Restaurant)· 2023-02-16
92.53
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect ExtractiononSemEval-2014 Task-4
Restaurant (F1)· 2023-02-16
92.76
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect ExtractiononSemEval 2014 Task 4 Sub Task 1
Laptop (F1)· 2023-02-16
92.3
SOTA
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Sentiment AnalysisonSemEval-2014 Task-4
Laptop (Acc)· 2023-02-16
80.56
best: 8276 (ABSA-DeBERTa)
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Sentiment AnalysisonSemEval-2014 Task-4
Mean Acc (Restaurant + Laptop)· 2023-02-16
81.5
best: 8611 (ABSA-DeBERTa)
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Sentiment AnalysisonSemEval-2014 Task-4
Restaurant (Acc)· 2023-02-16
82.44
best: 8946 (ABSA-DeBERTa)
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Sentiment AnalysisonSemEval 2014 Task 4 Subtask 1+2
F1· 2023-02-16
79.34
best: 83.76 (gpt-3.5 finetuned)
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Sentiment AnalysisonSemEval 2014 Task 4 Sub Task 1
Laptop (F1)· 2023-02-16
92.3
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Laptop (Acc)· 2023-02-16
80.56
best: 8276 (ABSA-DeBERTa)
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Mean Acc (Restaurant + Laptop)· 2023-02-16
81.5
best: 8611 (ABSA-DeBERTa)
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect-Based Sentiment Analysis (ABSA)onSemEval-2014 Task-4
Restaurant (Acc)· 2023-02-16
82.44
best: 8946 (ABSA-DeBERTa)
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624
Aspect-Based Sentiment Analysis (ABSA)onSemEval 2014 Task 4 Sub Task 1
Laptop (F1)· 2023-02-16
92.3
InstructABSA: Instruction Learning for Aspect Based Sentiment Analysis arXiv:2302.08624